Pipeline run
9a477c05-2704-45d3-89e2-684369cb17fe
Pipeline LLM cost (USD)
API 1: $0.0097
API 2: $0.0000
API 3: $0.0000
Total: $0.0097
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· Responsive UI component development
Design and build visually appealing, user-friendly websites, creating graphics and UI layouts while coding responsive front-end pages in HTML, CSS, and JavaScript.
"designing and developing visually appealing and user-friendly websites"
Tech stack maturity
Mainstream Modern
The role and skills center on standard web frontend technologies (CSS, HTML, JavaScript), which are widely used and current but not specifically cloud-native or bleeding-edge.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.20 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (3)
HTML
CSS
JavaScript
Skill cluster (3 dimension groups, role-scoped)
CSS Architecture and Styling
CSS
JavaScript and TypeScript
JavaScript
Cross-cutting / unaligned
HTML
Show KRA description ↓
This is a full-time on-site role for a Web Designer & developer. The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites. The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.
• Web Design and Graphic Design skills
• Experience in creating graphics and designing user interfaces
• Front-End Development skills
• Experience in responsive web design
• Proficiency in HTML, CSS, and JavaScript
• Excellent attention to detail and ability to work collaboratively
• Bachelor's degree in Web Design, Graphic Design, Computer Science, or related field
• Experience in the psychology industry is a plus
Signals
Skill
sitecore-dev
1.00
Alias
web-developer
1.00
KRA
frontend-engineer
0.47
Post-classification
Centroidupdated · n=83
Alias collision log—
New-role queue—
New skills captured0
New KRA captured—
Status:
completed
Created: 2026-05-27T13:53:18.061140Z
Updated: 2026-05-27T13:54:07.916417Z
API 3 duration: 33781 ms
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
Frontend Developer
domain · Software Engineering CASE DOMAINslug: frontend-engineer · id: 7 · source: db
Domain=Software Engineering; The JD is centered on designing and developing user-facing websites with HTML, CSS, JavaScript, responsive design, and front-end work, which best matches a frontend role.
Matched skills
Web DesignGraphic DesignFront-End Developmentresponsive web designHTMLCSSJavaScriptuser interfaces
Matched dimensions
Website UI DesignFront-End Web DevelopmentResponsive Web DesignGraphic Design
Matched KRAs
designing and developing visually appealing and user-friendly websitesresponsible for graphic designresponsible for front-end developmentresponsible for responsive web designcreating graphics and designing user interfaces
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Company Description Emo Matrix Services is a psychology company located in Noida that promotes creativity and innovation through its products and services. The company's vision is to bring change through the power of psychology, while its mission is to spark creativity and innovation in the areas of psychology, emotion, and human behavior. Emo Matrix creates opportunities and employs the right psychology professionals for the right services. Role Description This is a full-time on-site role for a Web Designer & developer. The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites. The Web Designer will also be responsible for graphic design, front-end development, and responsive web design. Qualifications • Web Design and Graphic Design skills • Experience in creating graphics and designing user interfaces • Front-End Development skills • Experience in responsive web design • Proficiency in HTML, CSS, and JavaScript • Excellent attention to detail and ability to work collaboratively • Bachelor's degree in Web Design, Graphic Design, Computer Science, or related field • Experience in the psychology industry is a plus
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
HTML
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: HTML
id=1657
· html
Aliases — catalog
- HTML (CANONICAL) primary
Context tags (catalog)
ARIA
CSS
DOM
HTML5
JavaScript
SEO
SVG
W3C
W3C standards
canvas
forms
front-end development
markup validation
meta tags
microdata
responsive design
semantic markup
web accessibility
web components
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Markup Language
- Vendor
- W3C
- License
- unknown
- Year introduced
- 1993
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTML appears in the vast majority of web/front-end job descriptions and remains a core browser standard; it is not sunset or replaced by a newer markup language.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 1467
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
CSS
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: CSS
id=623
· css
Aliases — catalog
- CSS (CANONICAL) primary
Context tags (catalog)
Animations
BEM
Bootstrap
Box Model
CSS Modules
CSS Variables
Flexbox
Frameworks
Grid
LESS
Less
Media Queries
Positioning
PostCSS
Preprocessors
Pseudo-classes
Responsive Design
SCSS
SMACSS
Sass
Selectors
Styling
Tailwind CSS
Transitions
Z-index
animation
media queries
pseudo-elements
responsive design
styled-components
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Stylesheet Language
- Vendor
- W3C
- License
- unknown
- Year introduced
- 1996
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CSS is a core front-end skill in most web JDs and remains standard in MDN/browser docs; it’s broadly used alongside HTML/JS rather than being replaced by a successor.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 486
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CSS Architecture and Styling Catalog dimension db id 117
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Storefront Styling and Responsive Layout Catalog dimension db id 423
Library dimension (catalog)
Roles linked in library: Shopify Dev
-
Styling and Responsive Layout Catalog dimension db id 307
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
JavaScript
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: JavaScript
id=607
· javascript
Aliases — catalog
- JavaScript (CANONICAL) primary
- ES2015 (VERSION)
- ES2016 (VERSION)
- ES2017 (VERSION)
- ES2018 (VERSION)
- ES2019 (VERSION)
- ES2020 (VERSION)
- ES2021 (VERSION)
- ES2022 (VERSION)
- ES2023 (VERSION)
- ES2024 (VERSION)
- ES5 (VERSION)
- ES6 (VERSION)
- JavaScript ES2015 (VERSION)
- JavaScript ES2020 (VERSION)
- JavaScript ES6 (VERSION)
- modern JavaScript (VERSION)
Context tags (catalog)
AJAX
Angular
Babel
DOM
DOM manipulation
ES6
Express
JSON
Node.js
REST
RESTful
React
TypeScript
Vue
Vue.js
Webpack
async/await
asynchronous
callback
callback functions
closure
event-driven
jQuery
npm
promises
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Mozilla
- License
- mpl
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
JavaScript and TypeScript Catalog dimension db id 114
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
JavaScript for WordPress Catalog dimension db id 329
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Storefront JavaScript and DOM Behavior Catalog dimension db id 422
Library dimension (catalog)
Roles linked in library: Shopify Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
JavaScript and TypeScript
javascript-and-typescript
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| HTML | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| CSS | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
JavaScript and TypeScript
javascript-and-typescript
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| JavaScript | in_db |
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleWeb Designer & developer
CompanyEmo Matrix Services
DomainOther
Location
Noida, India
(onsite)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Emo Matrix Services is a",
"last_5_words": "for the right services."
},
"text": "Emo Matrix Services is a psychology company located in Noida that promotes creativity and innovation through its products and services. The company\u0027s vision is to bring change through the power of psychology, while its mission is to spark creativity and innovation in the areas of psychology, emotion, and human behavior. Emo Matrix creates opportunities and employs the right psychology professionals for the right services.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Role",
"JavaScript",
"Websites",
"HTML",
"CSS"
],
"certifications": [],
"company_name": "Emo Matrix Services",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Web Design / Graphic Design / Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Web Design, Graphic Design, Computer Science, or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [
"Noida"
],
"city": "Noida",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Web Designer \u0026 developer",
"role_aliases": [
"Web Designer",
"Web Developer",
"UI Designer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time on-site",
"last_5_words": "and responsive web design."
},
"text": "This is a full-time on-site role for a Web Designer \u0026 developer. The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites. The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.",
"word_count": 47
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Web Design and Graphic Design",
"last_5_words": "is a plus"
},
"text": "\u2022 Web Design and Graphic Design skills\n\u2022 Experience in creating graphics and designing user interfaces\n\u2022 Front-End Development skills\n\u2022 Experience in responsive web design\n\u2022 Proficiency in HTML, CSS, and JavaScript\n\u2022 Excellent attention to detail and ability to work collaboratively\n\u2022 Bachelor\u0027s degree in Web Design, Graphic Design, Computer Science, or related field\n\u2022 Experience in the psychology industry is a plus",
"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "HTML"
},
{
"is_primary": true,
"skill_name": "CSS"
},
{
"is_primary": true,
"skill_name": "JavaScript"
}
],
"jd_role": {
"display_name": "Web Designer \u0026 developer",
"rationale": null,
"role_aliases": [
"Web Designer",
"Web Developer",
"UI Designer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Emo Matrix Services is a",
"last_5_words": "for the right services."
},
"text": "Emo Matrix Services is a psychology company located in Noida that promotes creativity and innovation through its products and services. The company\u0027s vision is to bring change through the power of psychology, while its mission is to spark creativity and innovation in the areas of psychology, emotion, and human behavior. Emo Matrix creates opportunities and employs the right psychology professionals for the right services.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Role",
"JavaScript",
"Websites",
"HTML",
"CSS"
],
"certifications": [],
"company_name": "Emo Matrix Services",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Web Design / Graphic Design / Computer Science (or related)",
"raw": "Bachelor\u0027s degree in Web Design, Graphic Design, Computer Science, or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [
"Noida"
],
"city": "Noida",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Web Designer \u0026 developer",
"role_aliases": [
"Web Designer",
"Web Developer",
"UI Designer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time on-site",
"last_5_words": "and responsive web design."
},
"text": "This is a full-time on-site role for a Web Designer \u0026 developer. The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites. The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.",
"word_count": 47
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Web Design and Graphic Design",
"last_5_words": "is a plus"
},
"text": "\u2022 Web Design and Graphic Design skills\n\u2022 Experience in creating graphics and designing user interfaces\n\u2022 Front-End Development skills\n\u2022 Experience in responsive web design\n\u2022 Proficiency in HTML, CSS, and JavaScript\n\u2022 Excellent attention to detail and ability to work collaboratively\n\u2022 Bachelor\u0027s degree in Web Design, Graphic Design, Computer Science, or related field\n\u2022 Experience in the psychology industry is a plus",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "9a477c05-2704-45d3-89e2-684369cb17fe",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites.",
"similarity": 0.4801
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.",
"similarity": 0.4736
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Excellent attention to detail and ability to work collaboratively",
"similarity": 0.4466
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4668,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Excellent attention to detail and ability to work collaboratively",
"similarity": 0.4815
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites.",
"similarity": 0.4086
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.",
"similarity": 0.4029
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.431,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Excellent attention to detail and ability to work collaboratively",
"similarity": 0.4583
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.",
"similarity": 0.4296
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "This is a full-time on-site role for a Web Designer \u0026 developer.",
"similarity": 0.3924
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4268,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.",
"similarity": 0.4301
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites.",
"similarity": 0.4264
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
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"similarity": 0.4233
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4266,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "user interaction design and refinement",
"sentence": "The Web Designer will be responsible for designing and developing visually appealing and user-friendly websites.",
"similarity": 0.4549
},
{
"kra_text": "user interaction design and refinement",
"sentence": "The Web Designer will also be responsible for graphic design, front-end development, and responsive web design.",
"similarity": 0.4171
},
{
"kra_text": "user interaction design and refinement",
"sentence": "Excellent attention to detail and ability to work collaboratively",
"similarity": 0.3615
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4112,
"slug": "pega-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"CSS",
"HTML",
"JavaScript"
],
"role_id": 233,
"score": 1.0,
"slug": "sitecore-dev",
"total_count": 3
},
{
"display_name": "Drupal Dev",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"CSS",
"HTML",
"JavaScript"
],
"role_id": 228,
"score": 1.0,
"slug": "drupal-dev",
"total_count": 3
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"CSS",
"JavaScript"
],
"role_id": 15,
"score": 0.6667,
"slug": "full-stack-engineer",
"total_count": 3
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"CSS",
"JavaScript"
],
"role_id": 25,
"score": 0.6667,
"slug": "web-developer",
"total_count": 3
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"HTML",
"JavaScript"
],
"role_id": 24,
"score": 0.6667,
"slug": "pega-developer",
"total_count": 3
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.94,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.94,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Website UI Design",
"Front-End Web Development",
"Responsive Web Design",
"Graphic Design"
],
"matched_kras": [
"designing and developing visually appealing and user-friendly websites",
"responsible for graphic design",
"responsible for front-end development",
"responsible for responsive web design",
"creating graphics and designing user interfaces"
],
"matched_skills": [
"Web Design",
"Graphic Design",
"Front-End Development",
"responsive web design",
"HTML",
"CSS",
"JavaScript",
"user interfaces"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD is centered on designing and developing user-facing websites with HTML, CSS, JavaScript, responsive design, and front-end work, which best matches a frontend role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 83,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
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{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2627,
"existing_alias_text": "HTML",
"input_term": "HTML",
"matched_canonical": {
"category_id": 6,
"display_name": "HTML",
"id": 1657,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "html",
"sub_category_id": 1467,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1107,
"existing_alias_text": "CSS",
"input_term": "CSS",
"matched_canonical": {
"category_id": 6,
"display_name": "CSS",
"id": 623,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "css",
"sub_category_id": 486,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1028,
"existing_alias_text": "JavaScript",
"input_term": "JavaScript",
"matched_canonical": {
"category_id": 6,
"display_name": "JavaScript",
"id": 607,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "javascript",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Pega Developer",
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"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
},
{
"display_name": "Drupal Dev",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
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},
{
"display_name": "Sitecore Dev",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "Frontend Developer",
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"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
"id": 92,
"rationale": null,
"role_archetype": "Engineering",
"slug": "svelte-frontend-developer",
"source": "db"
},
{
"display_name": "Vue Frontend Developer",
"id": 91,
"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
},
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
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"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
},
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Frontend Developer",
"id": 7,
"rationale": "Domain=Software Engineering; The JD is centered on designing and developing user-facing websites with HTML, CSS, JavaScript, responsive design, and front-end work, which best matches a frontend role.",
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Pega Programming Languages \u0026 DSLs",
"id": 267,
"rationale": "Programming languages and domain-specific languages used in Pega development.",
"slug": "pega-programming-languages-dsls",
"source": "db"
},
"input_skill": "HTML",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 Template Languages",
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"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
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},
"input_skill": "HTML",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
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"role_archetype": "Engineering",
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}
]
},
{
"dimension": {
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"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
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},
"input_skill": "HTML",
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"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Development Languages",
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"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
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},
"input_skill": "HTML",
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"roles_from_db": [
{
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}
]
},
{
"dimension": {
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"display_name": "CSS Architecture and Styling",
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"rationale": "Styling systems and layout techniques used to create responsive, maintainable visual presentation in the browser. Frontend engineers need this to translate design intent into consistent interfaces.",
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"source": "db"
},
"input_skill": "CSS",
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"roles_from_db": [
{
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{
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},
{
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{
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},
{
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},
{
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]
},
{
"dimension": {
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"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
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},
"input_skill": "CSS",
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"roles_from_db": [
{
"display_name": "Drupal Dev",
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}
]
},
{
"dimension": {
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"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
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},
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"roles_from_db": [
{
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}
]
},
{
"dimension": {
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},
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{
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}
]
},
{
"dimension": {
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},
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}
]
},
{
"dimension": {
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"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
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},
"input_skill": "JavaScript",
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{
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]
},
{
"dimension": {
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"rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
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},
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{
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},
{
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},
{
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{
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},
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},
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{
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]
},
{
"dimension": {
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},
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"roles_from_db": [
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]
},
{
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},
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]
},
{
"dimension": {
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{
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]
},
{
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},
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{
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}
]
},
{
"dimension": {
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},
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],
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],
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],
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"run_id": "9a477c05-2704-45d3-89e2-684369cb17fe",
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},
{
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},
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{
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]
},
{
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},
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},
{
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},
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}
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}
],
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},
{
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}
],
"canonical": {
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},
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{
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},
{
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},
{
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}
]
},
{
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"slug": "programming-languages-template-languages",
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},
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{
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}
]
},
{
"dimension": {
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"display_name": "Sitecore Development Languages",
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"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
"source": "db"
},
"input_skill": "CSS",
"llm_role": null,
"roles_from_db": [
{
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}
]
},
{
"dimension": {
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"display_name": "Storefront Styling and Responsive Layout",
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"rationale": "Visual presentation work for Shopify storefronts, including layout, spacing, typography, and responsive behavior. This is a coherent cluster because theme developers must translate commerce designs into usable storefront pages.",
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"source": "db"
},
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}
]
},
{
"dimension": {
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"rationale": "Visual presentation techniques used to translate design requirements into usable Angular interfaces. This includes layout, theming, spacing, and responsive behavior across screen sizes.",
"slug": "styling-and-responsive-layout",
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},
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{
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"slug": "angular-frontend-developer",
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}
]
}
],
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2015",
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"id": 1031,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2016",
"alias_type": "VERSION",
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"is_primary": false,
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},
{
"alias_text": "ES2017",
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"id": 1033,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2018",
"alias_type": "VERSION",
"id": 1034,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2019",
"alias_type": "VERSION",
"id": 1035,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2020",
"alias_type": "VERSION",
"id": 1036,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2021",
"alias_type": "VERSION",
"id": 1037,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2022",
"alias_type": "VERSION",
"id": 1038,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2023",
"alias_type": "VERSION",
"id": 1039,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES2024",
"alias_type": "VERSION",
"id": 1040,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES5",
"alias_type": "VERSION",
"id": 1029,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ES6",
"alias_type": "VERSION",
"id": 1030,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "JavaScript ES2015",
"alias_type": "VERSION",
"id": 1042,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "JavaScript ES2020",
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"id": 1043,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "JavaScript ES6",
"alias_type": "VERSION",
"id": 1041,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "modern JavaScript",
"alias_type": "VERSION",
"id": 1044,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
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"display_name": "Cross-Platform App Languages",
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"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
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},
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}
]
},
{
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"rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
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"source": "db"
},
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{
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},
{
"display_name": "Frontend Developer",
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"role_archetype": null,
"slug": "frontend-engineer",
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},
{
"display_name": "Ionic Developer",
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"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
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},
{
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"slug": "node-backend-developer",
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},
{
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},
{
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},
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},
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}
]
},
{
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"rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
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},
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}
]
},
{
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"rationale": "Programming languages and domain-specific languages used in Pega development.",
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},
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"slug": "pega-developer",
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}
]
},
{
"dimension": {
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"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
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{
"display_name": "Backend Developer",
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"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
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}
]
},
{
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"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
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},
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}
]
},
{
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"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
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},
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}
]
},
{
"dimension": {
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},
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}
]
}
],
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"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
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"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "HTML",
"tag": "in_db"
},
{
"skill": "CSS",
"tag": "in_db"
},
{
"skill": "JavaScript",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
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"source": "db"
},
"dimension_id": 267,
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"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Pega Developer",
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"role_archetype": null,
"slug": "pega-developer",
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}
],
"skill_dimension_saved": true,
"skill_id": 1657,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 Template Languages",
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"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
"source": "db"
},
"dimension_id": 359,
"input_skill": "HTML",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Drupal Dev",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
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}
],
"skill_dimension_saved": true,
"skill_id": 1657,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
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"source": "db"
},
"dimension_id": 96,
"input_skill": "HTML",
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 1657,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Development Languages",
"id": 438,
"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
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},
"dimension_id": 438,
"input_skill": "HTML",
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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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